Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems

14 August 2020

Andrea Madotto

Papers citing "Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems"

41 / 41 papers shown

Title
Farmer.Chat: Scaling AI-Powered Agricultural Services for Smallholder Farmers Namita Singh Jacqueline Wangómbe Nereah Okanga Tetyana Zelenska Jona Repishti ... R. Manokaran Vineet Singh Mohammed I. Rafiq Rikin Gandhi Akshay Nambi AI4MH 21 1 0 13 Sep 2024
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models Yuyan Chen Qiang Fu Yichen Yuan Zhihao Wen Ge Fan Dayiheng Liu Dongmei Zhang Zhixu Li Yanghua Xiao HILM 44 69 0 04 Jul 2024
Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization Yu-Min Tseng Yu-Chao Huang Teng-Yun Hsiao Yu-Ching Hsu Chao-Wei Huang Jia-Yin Foo Yun-Nung Chen LLMAG 256 68 0 03 Jun 2024
Reliable LLM-based User Simulator for Task-Oriented Dialogue Systems Ivan Sekulić Silvia Terragni Victor Guimaraes Nghia Khau Bruna Guedes Modestas Filipavicius A. Manso Roland Mathis 38 5 0 20 Feb 2024
Molecule Joint Auto-Encoding: Trajectory Pretraining with 2D and 3D Diffusion Weitao Du Jiujiu Chen Xuecang Zhang Zhiming Ma Shengchao Liu DiffM 27 9 0 06 Dec 2023
Long-Horizon Dialogue Understanding for Role Identification in the Game of Avalon with Large Language Models Simon Stepputtis Joseph Campbell Yaqi Xie Zhengyang Qi W. Zhang Ruiyi Wang Sanketh Rangreji Michael Lewis Katia P. Sycara LLMAG 24 8 0 09 Nov 2023
Enhancing Large Language Model Induced Task-Oriented Dialogue Systems Through Look-Forward Motivated Goals Zhiyuan Hu Yue Feng Yang Deng Zekun Li See-Kiong Ng A. Luu Bryan Hooi LLMAG 50 8 0 16 Sep 2023
PatFig: Generating Short and Long Captions for Patent Figures Dana Aubakirova Kim Gerdes Lufei Liu 17 9 0 15 Sep 2023
Adapting Text-based Dialogue State Tracker for Spoken Dialogues Jaeseok Yoon Seunghyun Hwang Ran Han Jeong-Uk Bang Kee-Eung Kim 20 0 0 29 Aug 2023
Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data Guangzhi Sun C. Zhang Ivan Vulić Paweł Budzianowski P. Woodland 31 6 0 04 Jul 2023
PatternGPT :A Pattern-Driven Framework for Large Language Model Text Generation Le Xiao Xin Shan 23 5 0 02 Jul 2023
Multilingual Few-Shot Learning via Language Model Retrieval Genta Indra Winata Liang-Kang Huang Soumya Vadlamannati Yash Chandarana RALM 39 2 0 19 Jun 2023
Prompter: Zero-shot Adaptive Prefixes for Dialogue State Tracking Domain Adaptation Taha İbrahim Aksu MingSung Kan Nancy F. Chen VLM 21 9 0 07 Jun 2023
In-Context Learning User Simulators for Task-Oriented Dialog Systems Silvia Terragni Modestas Filipavicius Nghia Khau Bruna Guedes A. Manso Roland Mathis 40 11 0 01 Jun 2023
Inspecting Spoken Language Understanding from Kids for Basic Math Learning at Home Eda Okur Roddy Fuentes Alba Saurav Sahay L. Nachman 15 0 0 01 Jun 2023
Are LLMs All You Need for Task-Oriented Dialogue? Vojtvech Hudevcek Ondrej Dusek 21 56 0 13 Apr 2023
An Overview on Language Models: Recent Developments and Outlook Chengwei Wei Yun Cheng Wang Bin Wang C.-C. Jay Kuo 25 42 0 10 Mar 2023
CrossCodeBench: Benchmarking Cross-Task Generalization of Source Code Models Changan Niu Chuanyi Li Vincent Ng Bin Luo ELM ALM 34 9 0 08 Feb 2023
Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values Yejin Bang Tiezheng Yu Andrea Madotto Zhaojiang Lin Mona T. Diab Pascale Fung 19 13 0 14 Oct 2022
Knowledge-Grounded Conversational Data Augmentation with Generative Conversational Networks Yen-Ting Lin Alexandros Papangelis Seokhwan Kim Dilek Z. Hakkani-Tür 26 7 0 22 Jul 2022
A Study on Prompt-based Few-Shot Learning Methods for Belief State Tracking in Task-oriented Dialog Systems Debjoy Saha Bishal Santra Pawan Goyal 25 2 0 18 Apr 2022
Show, Don't Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue Raghav Gupta Harrison Lee Jeffrey Zhao Abhinav Rastogi Yuan Cao Yonghui Wu 27 24 0 08 Apr 2022
Improved and Efficient Conversational Slot Labeling through Question Answering Gabor Fuisz Ivan Vulić Samuel Gibbons I. Casanueva Paweł Budzianowski 19 11 0 05 Apr 2022
Metaphorical User Simulators for Evaluating Task-oriented Dialogue Systems Weiwei Sun Shuyu Guo Shuo Zhang Pengjie Ren Zhumin Chen Maarten de Rijke Z. Ren ELM 19 5 0 02 Apr 2022
Multi-Stage Prompting for Knowledgeable Dialogue Generation Zihan Liu M. Patwary R. Prenger Shrimai Prabhumoye Ming-Yu Liu M. Shoeybi Bryan Catanzaro 24 50 0 16 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 49 2,234 0 08 Feb 2022
Description-Driven Task-Oriented Dialog Modeling Jeffrey Zhao Raghav Gupta Yuan Cao Dian Yu Mingqiu Wang Harrison Lee Abhinav Rastogi Izhak Shafran Yonghui Wu 48 64 0 21 Jan 2022
Synthesizing Speech from Intracranial Depth Electrodes using an Encoder-Decoder Framework Jonas Köhler Maarten C. Ottenhoff Sophocles Goulis Miguel Angrick A. Colon Louis Wagner S. Tousseyn P. Kubben Christian Herff 22 25 0 02 Nov 2021
Few-Shot Bot: Prompt-Based Learning for Dialogue Systems Andrea Madotto Zhaojiang Lin Genta Indra Winata Pascale Fung 42 81 0 15 Oct 2021
Template-free Prompt Tuning for Few-shot NER Ruotian Ma Xin Zhou Tao Gui Y. Tan Linyang Li Qi Zhang Xuanjing Huang VLM 148 178 0 28 Sep 2021
Language Models are Few-shot Multilingual Learners Genta Indra Winata Andrea Madotto Zhaojiang Lin Rosanne Liu J. Yosinski Pascale Fung ELM LRM 36 132 0 16 Sep 2021
Knowledgeable or Educated Guess? Revisiting Language Models as Knowledge Bases Boxi Cao Hongyu Lin Xianpei Han Le Sun Lingyong Yan M. Liao Tong Xue Jin Xu 13 130 0 17 Jun 2021
Communicating Natural Programs to Humans and Machines Samuel Acquaviva Yewen Pu Marta Kryven Theo Sechopoulos Catherine Wong Gabrielle Ecanow Maxwell Nye Michael Henry Tessler J. Tenenbaum 25 40 0 15 Jun 2021
GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling Shikib Mehri M. Eskénazi AI4CE 15 16 0 13 Jun 2021
Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue State Tracking Zhaojiang Lin Bing-Quan Liu Seungwhan Moon Paul A. Crook Zhenpeng Zhou Zhiguang Wang Zhou Yu Andrea Madotto Eunjoon Cho R. Subba 46 90 0 10 May 2021
Towards Few-Shot Fact-Checking via Perplexity Nayeon Lee Yejin Bang Andrea Madotto Madian Khabsa Pascale Fung AAML 13 90 0 17 Mar 2021
N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking Taha İbrahim Aksu Zhengyuan Liu Min-Yen Kan Nancy F. Chen 37 9 0 27 Feb 2021
TicketTalk: Toward human-level performance with end-to-end, transaction-based dialog systems Bill Byrne K. Krishnamoorthi Saravanan Ganesh Mihir Kale 12 24 0 23 Dec 2020
Language Model is All You Need: Natural Language Understanding as Question Answering Mahdi Namazifar Alexandros Papangelis Gokhan Tur Dilek Z. Hakkani-Tür 21 47 0 05 Nov 2020
Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems Andrea Madotto Samuel Cahyawijaya Genta Indra Winata Yan Xu Zihan Liu Zhaojiang Lin Pascale Fung 36 59 0 28 Sep 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 280 2,015 0 28 Jul 2020